Integrating Multilayer Perceptron and Support Vector Regression for Enhanced State of Health Estimation in Lithium-Ion Batteries

Integrating Multilayer Perceptron and Support Vector Regression for Enhanced State of Health Estimation in Lithium-Ion Batteries

Accurately evaluating the State of Health (SOH) of batteries is crucial for guaranteeing the secure and dependable functioning of Electric Vehicles (EVs). This paper presents a novel strategy for tackling the difficulties associated with intricate preprocessing and the demand for extensive data in c...

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Bibliographic Details
Main Authors: Sadiqa Jafari, Jisoo Kim, Wonil Choi, Yung-Cheol Byun
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Lithium-ion battery
SOH
optimization algorithms
ensemble learning
machine learning
battery performance
Online Access:https://ieeexplore.ieee.org/document/10752534/
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